{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "cannot import name 'ProteinLigandPairDataset' from 'core.datasets.pl_pair_dataset' (/sharefs/qiukeyue/project/BFN4MolOpt/test/../core/datasets/pl_pair_dataset.py)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m<cell line: 6>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrdkit\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mChem\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mQED\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m qed\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mevaluation\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msascorer\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compute_sa_score\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdatasets\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpl_pair_dataset\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ProteinLigandPairDataset\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtqdm\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m tqdm\n\u001b[1;32m      9\u001b[0m path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m./data/crossdocked_v1.1_rmsd1.0_pocket10\u001b[39m\u001b[38;5;124m'\u001b[39m\n",
      "\u001b[0;31mImportError\u001b[0m: cannot import name 'ProteinLigandPairDataset' from 'core.datasets.pl_pair_dataset' (/sharefs/qiukeyue/project/BFN4MolOpt/test/../core/datasets/pl_pair_dataset.py)"
     ]
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# coding: utf-8\n",
    "\n",
    "import sys\n",
    "sys.path.append('../')\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem.QED import qed\n",
    "from core.evaluation.utils.sascorer import compute_sa_score\n",
    "from core.datasets.pl_pair_dataset import PocketLigandPairDataset\n",
    "from tqdm import tqdm\n",
    "import torch\n",
    "\n",
    "from rdkit import RDLogger\n",
    "RDLogger.DisableLog('rdApp.*')\n",
    "\n",
    "path = './data/crossdocked_v1.1_rmsd1.0_pocket10'\n",
    "pose_splits = './data/crossdocked_pocket10_pose_split.pt'\n",
    "dataset = PocketLigandPairDataset(path)\n",
    "split = torch.load(pose_splits)\n",
    "\n",
    "train_ids = split['train']\n",
    "\n",
    "data_stats = []\n",
    "for i in tqdm(train_ids):\n",
    "    data = dataset[i]\n",
    "    smi = data.ligand_smiles\n",
    "    mol = Chem.MolFromSmiles(smi)\n",
    "    data.qed = qed(mol)\n",
    "    data.sa = compute_sa_score(mol)\n",
    "    data.n_atoms = len(data.ligand_element)\n",
    "    data_stats.append(\n",
    "        {\n",
    "            'qed': data.qed,\n",
    "            'sa': data.sa,\n",
    "            'affinity': data.affinity,\n",
    "            'n_atoms': data.n_atoms\n",
    "        }\n",
    "    )\n",
    "\n",
    "\n",
    "import pickle\n",
    "with open('../stats.pkl', 'wb') as f:\n",
    "    pickle.dump(data_stats, f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "\n",
    "data_stats = pickle.load(open('../stats.pkl', 'rb'))\n",
    "data_stats = [item for item in data_stats if item['n_atoms'] < 60]\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import spearmanr\n",
    "\n",
    "# plot the properties w.r.t. n_atoms\n",
    "# fit with a curve showing spearman correlation\n",
    "\n",
    "data_stats = sorted(data_stats, key=lambda x: x['n_atoms'])\n",
    "n_atoms = [x['n_atoms'] for x in data_stats]\n",
    "qed = [x['qed'] for x in data_stats]\n",
    "sa = [x['sa'] for x in data_stats]\n",
    "affinity = [x['affinity'] for x in data_stats]\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(1, 3, 1)\n",
    "sns.boxplot(x=n_atoms, y=qed, showfliers=False, capprops=dict(color='.8'), whiskerprops=dict(color='.8'),)\n",
    "fit = np.polyfit(n_atoms, qed, 1)\n",
    "fit_fn = np.poly1d(fit)\n",
    "# plt.plot(n_atoms, fit_fn(n_atoms), color='red', label=f'Spearman R: {spearmanr(n_atoms, qed)[0]:.2f}', linestyle='--')\n",
    "plt.plot(n_atoms, fit_fn(n_atoms), color='red', label=f'Pearson R: {np.corrcoef(n_atoms, qed)[0, 1]:.2f}', linestyle='--')\n",
    "plt.title('QED')\n",
    "plt.xlabel('#Atoms')\n",
    "plt.ylabel('')\n",
    "plt.xticks(np.arange(0, 60, 5))\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "sns.boxplot(x=n_atoms, y=sa, showfliers=False, capprops=dict(color='.8'), whiskerprops=dict(color='.8'),)\n",
    "fit = np.polyfit(n_atoms, sa, 1)\n",
    "fit_fn = np.poly1d(fit)\n",
    "# plt.plot(n_atoms, fit_fn(n_atoms), color='red', label=f'Spearman R: {spearmanr(n_atoms, sa)[0]:.2f}', linestyle='--')\n",
    "plt.plot(n_atoms, fit_fn(n_atoms), color='red', label=f'Pearson R: {np.corrcoef(n_atoms, sa)[0, 1]:.2f}', linestyle='--')\n",
    "plt.title('SA')\n",
    "plt.xlabel('#Atoms')\n",
    "plt.ylabel('')\n",
    "plt.xticks(np.arange(0, 60, 5))\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "# ignore the outlier\n",
    "filtered_atoms, filtered_affinity = [], []\n",
    "for n_atom, aff in zip(n_atoms, affinity):\n",
    "    if aff < 0:\n",
    "        filtered_atoms.append(n_atom)\n",
    "        filtered_affinity.append(aff)\n",
    "sns.boxplot(x=filtered_atoms, y=filtered_affinity, showfliers=False, capprops=dict(color='.8'), whiskerprops=dict(color='.8'),)\n",
    "fit = np.polyfit(filtered_atoms, filtered_affinity, 1)\n",
    "fit_fn = np.poly1d(fit)\n",
    "# plt.plot(n_atoms, fit_fn(n_atoms), color='red', label=f'Spearman R: {spearmanr(n_atoms, affinity)[0]:.2f}', linestyle='--')\n",
    "plt.plot(filtered_atoms, fit_fn(filtered_atoms), color='red', label=f'Pearson R: {np.corrcoef(filtered_atoms, filtered_affinity)[0, 1]:.2f}', linestyle='--')\n",
    "plt.title('Vina Score')\n",
    "plt.xlabel('#Atoms')\n",
    "plt.xticks(np.arange(0, 60, 5))\n",
    "plt.ylabel('')\n",
    "\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.savefig('stats.pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x1296 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 540x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pickle\n",
    "import pandas as pd\n",
    "\n",
    "data_stats = pickle.load(open('../stats.pkl', 'rb'))\n",
    "data_stats = [item for item in data_stats if item['n_atoms'] < 60]\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import spearmanr\n",
    "\n",
    "# plot the properties w.r.t. each other\n",
    "# fit with a curve showing spearman correlation\n",
    "\n",
    "n_atoms = [x['n_atoms'] for x in data_stats]\n",
    "qed = [x['qed'] for x in data_stats]\n",
    "sa = [x['sa'] for x in data_stats]\n",
    "affinity = [x['affinity'] for x in data_stats]\n",
    "\n",
    "data_stats_filtered = [item for item in data_stats if item['affinity'] < 0]\n",
    "filtered_qed = [x['qed'] for x in data_stats_filtered]\n",
    "filtered_sa = [x['sa'] for x in data_stats_filtered]\n",
    "filtered_affinity = [x['affinity'] for x in data_stats_filtered]\n",
    "\n",
    "name2key = {\n",
    "    'qed': 'QED',\n",
    "    'sa': 'SA',\n",
    "    'affinity': 'Vina Score',\n",
    "    'affinity_unnormalized': 'Vina Score (Unnormalized)',\n",
    "    'n_atoms': '#Atoms'\n",
    "}\n",
    "data_stats_filtered = [{name2key[k]: v for k, v in item.items()} for item in data_stats_filtered]\n",
    "data_stats_filtered = pd.DataFrame(data_stats_filtered)\n",
    "\n",
    "r_qed_sa = spearmanr(qed, sa)[0]\n",
    "r_qed_affinity = spearmanr(filtered_qed, filtered_affinity)[0]\n",
    "r_sa_affinity = spearmanr(filtered_sa, filtered_affinity)[0]\n",
    "\n",
    "plt.figure(figsize=(12, 6*3))\n",
    "sns.pairplot(data_stats_filtered, x_vars=['QED', 'SA', 'Vina Score'], y_vars=['QED', 'SA', 'Vina Score'], kind='hist')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('prop_correlation.pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QED vs SA: 0.41\n",
      "QED vs Vina Score: 0.16\n",
      "SA vs Vina Score: 0.33\n"
     ]
    }
   ],
   "source": [
    "data_stats = pickle.load(open('../stats.pkl', 'rb'))\n",
    "# data_stats = [item for item in data_stats if item['n_atoms'] < 60]\n",
    "qed = [x['qed'] for x in data_stats]\n",
    "sa = [x['sa'] for x in data_stats]\n",
    "affinity = [x['affinity'] for x in data_stats]\n",
    "r_qed_sa = spearmanr(qed, sa)[0]\n",
    "r_qed_affinity = spearmanr(qed, affinity)[0]\n",
    "r_sa_affinity = spearmanr(sa, affinity)[0]\n",
    "\n",
    "print(f'QED vs SA: {r_qed_sa:.2f}')\n",
    "print(f'QED vs Vina Score: {r_qed_affinity:.2f}')\n",
    "print(f'SA vs Vina Score: {r_sa_affinity:.2f}')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "edm-dock",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
